{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "73bd968b-d970-4a05-94ef-4e7abf990827",
   "metadata": {},
   "source": [
    "Chapter 03\n",
    "\n",
    "# 向量范数等高线\n",
    "Book_4《矩阵力量》 | 鸢尾花书：从加减乘除到机器学习 (第二版)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfe060c3-1f87-4555-942f-91819dedbdef",
   "metadata": {},
   "source": [
    "\n",
    "该代码绘制了不同 $L_p$ 范数的等高线图，使用 $p$ 的不同值展示 $L_p$ 范数的变化，包括 $L_{\\infty}$ 范数（$p = \\infty$）。$L_p$ 范数的定义为：\n",
    "\n",
    "$$\n",
    "\\| x \\|_p = \\left( |x_1|^p + |x_2|^p \\right)^{\\frac{1}{p}}\n",
    "$$\n",
    "\n",
    "当 $p = \\infty$ 时，$L_{\\infty}$ 范数定义为：\n",
    "\n",
    "$$\n",
    "\\| x \\|_{\\infty} = \\max(|x_1|, |x_2|)\n",
    "$$\n",
    "\n",
    "代码通过 `contourf` 绘制 $L_p$ 范数的等高线图，并在每个子图中使用黑色等高线标记 $L_p = 1$ 的轮廓。结果展示了 $p$ 不同取值下 $L_p$ 范数的几何形状，包括常见的曼哈顿距离（$p=1$）、欧几里得距离（$p=2$）、极值距离（$p=\\infty$）等。\n",
    "注意，只有  $p >= 1$ 时，$L_p$ 才是范数。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fba95b79-06c5-4ce2-9a60-ad86e6688bea",
   "metadata": {},
   "source": [
    "## 导入所需库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a8030be8-a689-4793-9d41-a6ced817a09c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt  # 导入Matplotlib库，用于绘图\n",
    "import numpy as np  # 导入NumPy库，用于数值计算"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e25548a-d3eb-4006-a4d2-42702bc4b9ae",
   "metadata": {},
   "source": [
    "## 定义p值列表"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "3944440f-2896-4d70-832f-2e416060a078",
   "metadata": {},
   "outputs": [],
   "source": [
    "p_values = [0.05, 0.2, 0.5, 1, 1.5, 2, 4, 8, np.inf]  # 定义不同的p值"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "de436abc-f816-412c-bf1a-e81b4065d93a",
   "metadata": {},
   "source": [
    "## 设置x1和x2的范围"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "560d0437-2b43-466d-a718-b752c8d4924e",
   "metadata": {},
   "outputs": [],
   "source": [
    "x1 = np.linspace(-2.5, 2.5, num=101)  # 定义x1的范围\n",
    "x2 = x1  # 设置x2的范围与x1相同"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8227f96c-85a1-4d7c-a313-35b9f6d73b09",
   "metadata": {},
   "source": [
    "## 创建网格"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e88b12e6-8c34-4215-bb60-627d38460cd9",
   "metadata": {},
   "outputs": [],
   "source": [
    "xx1, xx2 = np.meshgrid(x1, x2)  # 生成x1和x2的网格"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90e3739c-9d38-4880-a458-fe37b300b0cd",
   "metadata": {},
   "source": [
    "## 创建绘图画布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "0c0504fd-b4c1-478c-abe1-009857482db9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x1200 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=3, nrows=3, figsize=(12, 12))  # 创建3x3子图\n",
    "\n",
    "## 遍历p值并绘制Lp范数的等高线图\n",
    "for p, ax in zip(p_values, axes.flat):  # 遍历每个p值和子图轴\n",
    "    \n",
    "    if np.isinf(p):  # 检查p是否为无穷大\n",
    "        zz = np.maximum(np.abs(xx1), np.abs(xx2))  # L∞范数计算\n",
    "    else:\n",
    "        zz = ((np.abs((xx1))**p) + (np.abs((xx2))**p))**(1./p)  # Lp范数计算\n",
    "    \n",
    "    ## 绘制Lp的等高线图\n",
    "    ax.contourf(xx1, xx2, zz, 20, cmap='RdYlBu_r')  # 使用填充的等高线图展示Lp范数\n",
    "    \n",
    "    ## 绘制Lp=1的等高线\n",
    "    ax.contour(xx1, xx2, zz, [1], colors='k', linewidths=2)  # 绘制Lp=1的等高线，颜色为黑色\n",
    "    \n",
    "    ## 图形装饰\n",
    "    ax.axhline(y=0, color='k', linewidth=0.25)  # 绘制y=0的水平线\n",
    "    ax.axvline(x=0, color='k', linewidth=0.25)  # 绘制x=0的垂直线\n",
    "    ax.set_xlim(-2.5, 2.5)  # 设置x轴范围\n",
    "    ax.set_ylim(-2.5, 2.5)  # 设置y轴范围\n",
    "    ax.spines['top'].set_visible(False)  # 隐藏顶部边框\n",
    "    ax.spines['right'].set_visible(False)  # 隐藏右侧边框\n",
    "    ax.spines['bottom'].set_visible(False)  # 隐藏底部边框\n",
    "    ax.spines['left'].set_visible(False)  # 隐藏左侧边框\n",
    "    ax.set_xlabel('$x_1$')  # 设置x轴标签\n",
    "    ax.set_ylabel('$x_2$')  # 设置y轴标签\n",
    "    ax.set_title('p = ' + str(p))  # 设置子图标题，显示当前的p值\n",
    "    ax.set_aspect('equal', adjustable='box')  # 设置坐标轴比例为相等\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()  # 显示图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ecd322f4-f919-4be2-adc3-69d28ef25e69",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
